{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>.container { width:100% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.core.display import display, HTML\n",
    "display(HTML(\"<style>.container { width:100% !important; }</style>\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import nltk\n",
    "import spacy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.corpus import gutenberg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from textblob import TextBlob as TB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "nlp = spacy.load('en')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package gutenberg to\n",
      "[nltk_data]     C:\\Users\\thoma\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package gutenberg is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nltk.download('gutenberg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "emma = gutenberg.raw('austen-emma.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "parsed_emma = nlp(emma)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "sample_size = 100\n",
    "my_sample = random.sample(list(parsed_emma.sents), sample_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "sample = []\n",
    "for sent in parsed_emma.sents:\n",
    "    #sent = sent.replace('--', ' ')\n",
    "    sent = re.sub(\"\\s+\", \" \", sent.text)\n",
    "    sample.append(sent)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "persons_per_sentence = []\n",
    "sentiments = []\n",
    "for sent in sample:\n",
    "    person_ents = []\n",
    "    parsed_sentence = nlp(sent)\n",
    "    tb_sentence = TB(sent)\n",
    "    sentiment = tb_sentence.sentiment.polarity\n",
    "    for ent in parsed_sentence.ents:\n",
    "        if ent.label_ == 'PERSON' and ent.text not in person_ents:\n",
    "            person_ents.append(ent.text)\n",
    "    if len(person_ents) > 1: \n",
    "        persons_per_sentence.append(person_ents)\n",
    "        sentiments.append(sentiment)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "import itertools\n",
    "\n",
    "relationships_counts = {}\n",
    "sentiments_vals = {}\n",
    "\n",
    "for (person_set, sentiment) in zip(persons_per_sentence, sentiments):\n",
    "    for combo in itertools.combinations(person_set, 2):\n",
    "        combo = tuple(sorted(combo))\n",
    "        if combo not in relationships_counts:\n",
    "            relationships_counts[combo] = 1\n",
    "            sentiments_vals[combo] = [sentiment]\n",
    "        else:\n",
    "            relationships_counts[combo] +=1\n",
    "            sentiments_vals[combo].append(sentiment)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "avg_sentiment = {k: np.mean(v) for k, v in sentiments_vals.items()}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "rels = sorted(relationships_counts.items(), key=lambda kv: -kv[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('Emma', 'Weston') 0.11\n",
      "('Emma', 'Harriet') 0.19\n",
      "('Emma', 'Knightley') 0.10\n",
      "('Elton', 'Emma') 0.11\n",
      "('Elton', 'Harriet') 0.15\n",
      "('Emma', 'Woodhouse') 0.10\n",
      "('Elton', 'Weston') 0.11\n",
      "('Elton', 'Knightley') 0.20\n",
      "('Weston', 'Woodhouse') 0.04\n",
      "('Knightley', 'Woodhouse') 0.27\n",
      "('Knightley', 'Weston') 0.21\n",
      "('Emma', 'Frank Churchill') 0.16\n",
      "('Elton', 'Jane') 0.08\n",
      "('Bates', 'Emma') 0.07\n",
      "('Harriet', 'Knightley') 0.11\n",
      "('Emma', 'Jane') 0.20\n",
      "('Emma', 'Isabella') 0.21\n",
      "('Frank Churchill', 'Knightley') 0.33\n",
      "('Frank Churchill', 'Weston') 0.25\n",
      "('Emma', 'Jane Fairfax') 0.18\n"
     ]
    }
   ],
   "source": [
    "import networkx as nx\n",
    "\n",
    "G = nx.Graph()\n",
    "edge_labels = []\n",
    "\n",
    "rels_to_plot = 20\n",
    "for rel in rels[:rels_to_plot]:\n",
    "    #G.add_edge(rel[0][0], rel[0][1], weight=rel[1])\n",
    "    #edge_labels.append(rel[1])\n",
    "    G.add_edge(rel[0][0], rel[0][1], weight=avg_sentiment[rel[0]])\n",
    "    edge_labels.append(\"{:.2f}\".format(avg_sentiment[rel[0]]))\n",
    "    print(rel[0], \"{:.2f}\".format(avg_sentiment[rel[0]]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x15700251c50>]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(pd.Series(sentiments_vals[('Emma', 'Harriet')]).ewm(10).mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "str_labels = {k: \"{:.2f}\".format(v) for k,v in labels.items()}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pos = nx.spring_layout(G)\n",
    "\n",
    "plt.figure(figsize=(20, 15))\n",
    "\n",
    "nx.draw_networkx_nodes(G, pos, node_size=700)\n",
    "nx.draw_networkx_edges(G, pos, width=4, alpha = 0.5)\n",
    "nx.draw_networkx_labels(G, pos, font_size=20, font_family='sans-serif');\n",
    "\n",
    "labels = nx.get_edge_attributes(G,'weight')\n",
    "nx.draw_networkx_edge_labels(G, pos, edge_labels=str_labels)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
